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US Patent 11556848 Resolving conflicts between experts' intuition and data-driven artificial intelligence models

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TimelineTable: Further ResourcesReferences
Is a
Patent
Patent
1

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
115568481
Patent Inventor Names
Hogun Park1
Peifeng Yin1
Aly Megahed1
Date of Patent
January 17, 2023
1
Patent Application Number
166594181
Date Filed
October 21, 2019
1
Patent Citations
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US Patent 10719301 Development environment for machine learning media models
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US Patent 11120364 Artificial intelligence system with customizable training progress visualization and automated recommendations for rapid interactive development of machine learning models
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US Patent 10467226 Method for in-database feature selection for high-dimensional inputs
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US Patent 10860683 Pattern change discovery between high dimensional data sets
1
Patent Primary Examiner
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Lewis G West
1
CPC Code
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G06N 3/0427
1
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G06N 5/02
1
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G06N 7/005
1
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G06N 5/04
1
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G06N 20/20
1
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G06N 3/0472
1
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G06K 9/6256
1
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G06K 9/6263
1
...

One embodiment provides a method comprising receiving training data and experts' intuition, training a machine learning model based on the training data, predicting a class label for a new data input based on the machine learning model, estimating a degree of similarity of a target attribute of the new data input relative to the training data, and selectively applying a correction to the class label for the new data input based on the degree of similarity prior to providing the class label as an output. The target attribute is an attribute related to the experts' intuition.

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